{"id":3835,"date":"2026-07-28T11:37:58","date_gmt":"2026-07-28T08:37:58","guid":{"rendered":"https:\/\/cybernetics.bg\/?p=3835"},"modified":"2026-07-28T11:40:50","modified_gmt":"2026-07-28T08:40:50","slug":"%d0%ba%d0%be%d0%b3%d0%b0%d1%82%d0%be-red-teaming-%d1%81%d1%80%d0%b5%d1%89%d0%bd%d0%b5-ai","status":"publish","type":"post","link":"https:\/\/cybernetics.bg\/en\/%d0%ba%d0%be%d0%b3%d0%b0%d1%82%d0%be-red-teaming-%d1%81%d1%80%d0%b5%d1%89%d0%bd%d0%b5-ai\/","title":{"rendered":"When Red Teaming meets AI"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"3835\" class=\"elementor elementor-3835\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2e2df78 e-flex e-con-boxed pxl-column-none pxl-row-scroll-none pxl-zoom-point-false pxl-section-overflow-visible pxl-section-fix-none pxl-full-content-with-space-none pxl-bg-color-none pxl-section-overlay-none e-con e-parent\" data-id=\"2e2df78\" data-element_type=\"container\" data-e-type=\"container\">\t\t\t<div class=\"e-con-inner\">\r\n\t\t\t\t<div class=\"elementor-element elementor-element-d92a8a3 elementor-widget elementor-widget-heading\" data-id=\"d92a8a3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">When Red Teaming meets AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t<div class=\"elementor-element elementor-element-66dc33fe e-con-full e-flex pxl-column-none pxl-row-scroll-none pxl-zoom-point-false pxl-section-overflow-visible pxl-section-fix-none pxl-full-content-with-space-none pxl-bg-color-none pxl-section-overlay-none e-con e-parent\" data-id=\"66dc33fe\" data-element_type=\"container\" data-e-type=\"container\"><div class=\"elementor-element elementor-element-1cdda1c2 e-con-full e-flex pxl-column-none pxl-row-scroll-none pxl-zoom-point-false pxl-section-overflow-visible pxl-section-fix-none pxl-full-content-with-space-none pxl-bg-color-none pxl-section-overlay-none e-con e-child\" data-id=\"1cdda1c2\" data-element_type=\"container\" data-e-type=\"container\">\t\t<div class=\"elementor-element elementor-element-75aba1a4 elementor-widget elementor-widget-pxl_text_editor\" data-id=\"75aba1a4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"pxl_text_editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"pxl_text_editor-75aba1a4-7582\" class=\"pxl-image-wg\" duration=\"1\">\n\t<div class=\"pxl-text-editor\">\n\t\t<div class=\"pxl-item--inner\" data-wow-delay=\"ms\">\n\t\t\t<p>The easiest test to pass is the one that always runs the same way.<br aria-hidden=\"true\" \/>Real attackers, however, do not work from a pre-prepared checklist. They observe, adapt, and look for connections between weaknesses that may seem harmless individually. That is why good Red Teaming should not simply repeat familiar scenarios.<br aria-hidden=\"true\" \/>AI enables us to make testing more dynamic. We use it to process results from different tools faster, track more test hypotheses, and discover dependencies between individual findings.<br aria-hidden=\"true\" \/>Imagine an environment with dozens of accessible services, different user roles, and multiple configuration gaps. A classic scan would sort them into a list. AI can help ask the more important question: which of them could be combined into a real attack path?<br aria-hidden=\"true\" \/>This is not just a theoretical possibility. Research presented at USENIX Security 2024 shows that a specialized AI framework can successfully interpret results from security tools, connect findings from different stages, and suggest follow-up actions. The same research also clearly points out the limitations \u2014 loss of context, hallucinations, outdated information, and poor technical decisions. <span><a href=\"https:\/\/www.usenix.org\/system\/files\/usenixsecurity24-deng.pdf\" target=\"_blank\" rel=\"noopener noreferrer\">USENIX Security: Pentest<\/a><\/span><br aria-hidden=\"true\" \/>Therefore, the AI \u200b\u200bdoes not take control of the test. It operates within a predefined scope, and each hypothesis and action is checked by a Red Team specialist.<br aria-hidden=\"true\" \/>It is in this combination that the real value lies: AI can process more options, but the expert understands which ones matter. AI can suggest a route, but the specialist assesses whether it is realistic, safe and relevant to the business.<br aria-hidden=\"true\" \/>At Cybernetics, we integrate AI where it improves test quality \u2014 without replacing expertise and without turning security into an uncontrolled experiment.<br aria-hidden=\"true\" \/>Because the goal is not to execute more automated attacks.<br aria-hidden=\"true\" \/>The goal is to discover that scenario for which the defense is not yet prepared.<\/p>\t\t\n\t\t<\/div>\n\t<\/div>\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\r\n\t\t<div class=\"elementor-element elementor-element-1cfe21ae e-con-full e-flex pxl-column-none pxl-row-scroll-none pxl-zoom-point-false pxl-section-overflow-visible pxl-section-fix-none pxl-full-content-with-space-none pxl-bg-color-none pxl-section-overlay-none e-con e-child\" data-id=\"1cfe21ae\" data-element_type=\"container\" data-e-type=\"container\">\t\t<div class=\"elementor-element elementor-element-462fe783 elementor-widget elementor-widget-pxl_image\" data-id=\"462fe783\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"pxl_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"pxl_image-462fe783-3716\" class=\"pxl-image-single  style-default\" data-wow-delay=\"ms\" >\r\n    <div class=\"pxl-item--inner\" data-wow-delay=\"120ms\">\r\n        \r\n                                <div class=\"pxl-item--bg bg-image\" data-wow-delay=\"ms\" style=\"background-image: url(https:\/\/cybernetics.bg\/wp-content\/uploads\/2026\/07\/image-29.png);\"><\/div>\r\n                                <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6aee926 elementor-widget elementor-widget-pxl_image\" data-id=\"6aee926\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"pxl_image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"pxl_image-6aee926-5269\" class=\"pxl-image-single  style-default\" data-wow-delay=\"ms\" >\r\n    <div class=\"pxl-item--inner\" data-wow-delay=\"120ms\">\r\n        \r\n                                <div class=\"pxl-item--bg bg-image\" data-wow-delay=\"ms\" style=\"background-image: url(https:\/\/cybernetics.bg\/wp-content\/uploads\/2026\/07\/image-30-1.png);\"><\/div>\r\n                                <\/div>\r\n<\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>\r\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>\u041a\u043e\u0433\u0430\u0442\u043e Red Teaming \u0441\u0440\u0435\u0449\u043d\u0435 AI \u041d\u0430\u0439-\u043b\u0435\u0441\u043d\u0438\u044f\u0442 \u0442\u0435\u0441\u0442 \u0437\u0430 \u043f\u0440\u0435\u043c\u0438\u043d\u0430\u0432\u0430\u043d\u0435 \u0435 \u0442\u043e\u0437\u0438, \u043a\u043e\u0439\u0442\u043e \u0432\u0438\u043d\u0430\u0433\u0438 \u043f\u0440\u043e\u0442\u0438\u0447\u0430 \u043f\u043e \u0435\u0434\u0438\u043d \u0438 \u0441\u044a\u0449 \u043d\u0430\u0447\u0438\u043d.\u0420\u0435\u0430\u043b\u043d\u0438\u0442\u0435 \u0430\u0442\u0430\u043a\u0443\u0432\u0430\u0449\u0438 \u043e\u0431\u0430\u0447\u0435 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u044f\u0442 \u043f\u043e \u043f\u0440\u0435\u0434\u0432\u0430\u0440\u0438\u0442\u0435\u043b\u043d\u043e \u043f\u043e\u0434\u0433\u043e\u0442\u0432\u0435\u043d checklist. \u0422\u0435 \u043d\u0430\u0431\u043b\u044e\u0434\u0430\u0432\u0430\u0442, \u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0430\u0442 \u0441\u0435 \u0438 \u0442\u044a\u0440\u0441\u044f\u0442 \u0432\u0440\u044a\u0437\u043a\u0438 \u043c\u0435\u0436\u0434\u0443 \u0441\u043b\u0430\u0431\u043e\u0441\u0442\u0438, \u043a\u043e\u0438\u0442\u043e \u043f\u043e\u043e\u0442\u0434\u0435\u043b\u043d\u043e \u043c\u043e\u0436\u0435 \u0434\u0430 \u0438\u0437\u0433\u043b\u0435\u0436\u0434\u0430\u0442 \u0431\u0435\u0437\u043e\u0431\u0438\u0434\u043d\u0438. \u0417\u0430\u0442\u043e\u0432\u0430 \u0438 \u0434\u043e\u0431\u0440\u0438\u044f\u0442 Red Teaming \u043d\u0435 \u0442\u0440\u044f\u0431\u0432\u0430 \u043f\u0440\u043e\u0441\u0442\u043e \u0434\u0430 \u043f\u043e\u0432\u0442\u0430\u0440\u044f \u043f\u043e\u0437\u043d\u0430\u0442\u0438 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0438.AI \u043d\u0438 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":3838,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3835","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cybersecurity"],"jetpack_featured_media_url":"https:\/\/cybernetics.bg\/wp-content\/uploads\/2026\/07\/image-29.png","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/posts\/3835","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/comments?post=3835"}],"version-history":[{"count":5,"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/posts\/3835\/revisions"}],"predecessor-version":[{"id":3849,"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/posts\/3835\/revisions\/3849"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/media\/3838"}],"wp:attachment":[{"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/media?parent=3835"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/categories?post=3835"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cybernetics.bg\/en\/wp-json\/wp\/v2\/tags?post=3835"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}